AI is only as good as what it can find.
Query Quotient builds agents, RAG systems and search for teams taking AI into production. We started in search, so retrieval is where we're strongest.
3 results, ranked by relevance
- queryquotient.com › services › ai-agents0.94
AI Agents
Tool-using agents built on Claude, GPT and open models that act on your own data, with guardrails, tracing and a human in the loop.
- queryquotient.com › services › applied-ai-rag0.91
Applied AI & RAG
Retrieval pipelines and evaluation sets that make an LLM answer from your documents and databases, with citations you can check.
- queryquotient.com › services › ai-search0.88
AI Search on Elasticsearch & OpenSearch
Hybrid and vector search tuned for relevance, latency and cost: the retrieval layer every agent depends on.
Search and AI teams we've worked with
From first call to production in about three months.
Small senior teams and an evaluation-first approach. You see working software within weeks, and every stage ends with a number you can hold us to.
1Discover
1–2 weeksPick the highest-value use case, audit the data behind it and agree on success metrics and an evaluation set before any code is written.
2Prototype
2–4 weeksA working pilot on your real data, scored against the evaluation set, so the go/no-go decision rests on evidence rather than a demo.
3Productionize
4–8 weeksGuardrails, latency and cost tuning, a security review, evals in CI, and integration with the systems your team already runs.
4Operate
OngoingMonitoring, regression evals and relevance tuning as your data changes, or a clean handover with docs and training.
We don't resell a platform, so we recommend what fits. We work across Claude, GPT, Gemini, Llama, Mistral, MCP, Elasticsearch, OpenSearch, Qdrant, Milvus, Pinecone and Weaviate.
Retrieval work that moved the numbers.
All case studies- AlphaSenseFinancial intelligence
Financial document search, rebuilt for speed and relevance
- faster queries
- 90%
- faster queries
- better relevancy
- 3x
- better relevancy
- GrabJobsRecruitment
Job matching across 10M+ listings on OpenSearch
- average query
- 5ms
- average query
- lower cost
- 40%
- lower cost
- LenskartE-commerce
Personalized product discovery at scale
- conversion lift
- 300%
- conversion lift
- response time
- <100ms
- response time
Tell us what your AI needs to find.
In a free 30-minute call we will tell you honestly whether AI is the right tool, what it would take, and how we would measure success.